{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "t6MPjfT5NrKQ"
   },
   "source": [
    "<a align=\"left\" href=\"https://ultralytics.com/yolov5\" target=\"_blank\">\n",
    "<img width=\"1024\", src=\"https://user-images.githubusercontent.com/26833433/125273437-35b3fc00-e30d-11eb-9079-46f313325424.png\"></a>\n",
    "\n",
    "This is the **official YOLOv5 🚀 notebook** by **Ultralytics**, and is freely available for redistribution under the [GPL-3.0 license](https://choosealicense.com/licenses/gpl-3.0/). \n",
    "For more information please visit https://github.com/ultralytics/yolov5 and https://ultralytics.com. Thank you!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7mGmQbAO5pQb"
   },
   "source": [
    "# Setup\n",
    "\n",
    "Clone repo, install dependencies and check PyTorch and GPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "wbvMlHd_QwMG",
    "outputId": "3809e5a9-dd41-4577-fe62-5531abf7cca2"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "YOLOv5 🚀 2021-12-4 torch 1.10.0 CUDA:0 (NVIDIA GeForce RTX 3090, 24260MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setup complete ✅\n"
     ]
    }
   ],
   "source": [
    "!git clone https://github.com/ultralytics/yolov5  # clone\n",
    "%cd yolov5\n",
    "%pip install -qr requirements.txt  # install\n",
    "\n",
    "import utils\n",
    "display = utils.notebook_init()  # checks\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4JnkELT0cIJg"
   },
   "source": [
    "# 1. Inference\n",
    "\n",
    "`detect.py` runs YOLOv5 inference on a variety of sources, downloading models automatically from the [latest YOLOv5 release](https://github.com/ultralytics/yolov5/releases), and saving results to `runs/detect`. Example inference sources are:\n",
    "\n",
    "```shell\n",
    "python detect.py --source 0  # webcam\n",
    "                          img.jpg  # image \n",
    "                          vid.mp4  # video\n",
    "                          path/  # directory\n",
    "                          path/*.jpg  # glob\n",
    "                          'https://youtu.be/Zgi9g1ksQHc'  # YouTube\n",
    "                          'rtsp://example.com/media.mp4'  # RTSP, RTMP, HTTP stream\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "zR9ZbuQCH7FX",
    "outputId": "8f7e6588-215d-4ebd-93af-88b871e770a7",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here1\n",
      "\u001b[34m\u001b[1mdetect: \u001b[0mweights=['weights/yolov5s.pt'], source=data/images, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=runs/detect, name=exp, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False\n",
      "here1\n",
      "YOLOv5 🚀 2021-12-4 torch 1.10.0 CUDA:0 (NVIDIA GeForce RTX 3090, 24260MiB)\n",
      "\n",
      "Fusing layers... \n",
      "Model Summary: 213 layers, 7225885 parameters, 0 gradients\n",
      "image 1/2 /home/wxz/codes/yolov5/data/images/bus.jpg: 640x480 4 persons, 1 bus, Done. (0.008s)\n",
      "image 2/2 /home/wxz/codes/yolov5/data/images/zidane.jpg: 384x640 2 persons, 1 tie, Done. (0.009s)\n",
      "Speed: 0.2ms pre-process, 8.2ms inference, 0.7ms NMS per image at shape (1, 3, 640, 640)\n",
      "Results saved to \u001b[1mruns/detect/exp3\u001b[0m\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "image/jpeg": {
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!python detect.py --weights weights/yolov5s.pt --img 640 --conf 0.25 --source data/images\n",
    "display.Image(filename='runs/detect/exp/zidane.jpg', width=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hkAzDWJ7cWTr"
   },
   "source": [
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n",
    "<img align=\"left\" src=\"https://user-images.githubusercontent.com/26833433/127574988-6a558aa1-d268-44b9-bf6b-62d4c605cc72.jpg\" width=\"600\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0eq1SMWl6Sfn"
   },
   "source": [
    "# 2. Validate\n",
    "Validate a model's accuracy on [COCO](https://cocodataset.org/#home) val or test-dev datasets. Models are downloaded automatically from the [latest YOLOv5 release](https://github.com/ultralytics/yolov5/releases). To show results by class use the `--verbose` flag. Note that `pycocotools` metrics may be ~1% better than the equivalent repo metrics, as is visible below, due to slight differences in mAP computation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eyTZYGgRjnMc"
   },
   "source": [
    "## COCO val\n",
    "Download [COCO val 2017](https://github.com/ultralytics/yolov5/blob/74b34872fdf41941cddcf243951cdb090fbac17b/data/coco.yaml#L14) dataset (1GB - 5000 images), and test model accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 48,
     "referenced_widgets": [
      "eb95db7cae194218b3fcefb439b6352f",
      "769ecde6f2e64bacb596ce972f8d3d2d",
      "384a001876054c93b0af45cd1e960bfe",
      "dded0aeae74440f7ba2ffa0beb8dd612",
      "5296d28be75740b2892ae421bbec3657",
      "9f09facb2a6c4a7096810d327c8b551c",
      "25621cff5d16448cb7260e839fd0f543",
      "0ce7164fc0c74bb9a2b5c7037375a727",
      "c4c4593c10904cb5b8a5724d60c7e181",
      "473371611126476c88d5d42ec7031ed6",
      "65efdfd0d26c46e79c8c5ff3b77126cc"
     ]
    },
    "id": "WQPtK1QYVaD_",
    "outputId": "bcf9a448-1f9b-4a41-ad49-12f181faf05a"
   },
   "outputs": [
    {
     "ename": "URLError",
     "evalue": "<urlopen error [Errno 110] Connection timed out>",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTimeoutError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;32m~/anaconda3/lib/python3.9/urllib/request.py\u001b[0m in \u001b[0;36mdo_open\u001b[0;34m(self, http_class, req, **http_conn_args)\u001b[0m\n\u001b[1;32m   1345\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1346\u001b[0;31m                 h.request(req.get_method(), req.selector, req.data, headers,\n\u001b[0m\u001b[1;32m   1347\u001b[0m                           encode_chunked=req.has_header('Transfer-encoding'))\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/http/client.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, body, headers, encode_chunked)\u001b[0m\n\u001b[1;32m   1278\u001b[0m         \u001b[0;34m\"\"\"Send a complete request to the server.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1279\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_send_request\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencode_chunked\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1280\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/http/client.py\u001b[0m in \u001b[0;36m_send_request\u001b[0;34m(self, method, url, body, headers, encode_chunked)\u001b[0m\n\u001b[1;32m   1324\u001b[0m             \u001b[0mbody\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_encode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'body'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1325\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mendheaders\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencode_chunked\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencode_chunked\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1326\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/http/client.py\u001b[0m in \u001b[0;36mendheaders\u001b[0;34m(self, message_body, encode_chunked)\u001b[0m\n\u001b[1;32m   1273\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mCannotSendHeader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1274\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_send_output\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage_body\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencode_chunked\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencode_chunked\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1275\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/http/client.py\u001b[0m in \u001b[0;36m_send_output\u001b[0;34m(self, message_body, encode_chunked)\u001b[0m\n\u001b[1;32m   1033\u001b[0m         \u001b[0;32mdel\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_buffer\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1034\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1035\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/http/client.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, data)\u001b[0m\n\u001b[1;32m    973\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_open\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 974\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    975\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/http/client.py\u001b[0m in \u001b[0;36mconnect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1440\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1441\u001b[0;31m             \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/http/client.py\u001b[0m in \u001b[0;36mconnect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    944\u001b[0m         \u001b[0;34m\"\"\"Connect to the host and port specified in __init__.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 945\u001b[0;31m         self.sock = self._create_connection(\n\u001b[0m\u001b[1;32m    946\u001b[0m             (self.host,self.port), self.timeout, self.source_address)\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/socket.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[0;34m(address, timeout, source_address)\u001b[0m\n\u001b[1;32m    843\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 844\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    845\u001b[0m         \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/socket.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[0;34m(address, timeout, source_address)\u001b[0m\n\u001b[1;32m    831\u001b[0m                 \u001b[0msock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msource_address\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 832\u001b[0;31m             \u001b[0msock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msa\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    833\u001b[0m             \u001b[0;31m# Break explicitly a reference cycle\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTimeoutError\u001b[0m: [Errno 110] Connection timed out",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mURLError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_21808/1818850277.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Download COCO val\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhub\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdownload_url_to_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'https://ultralytics.com/assets/coco2017val.zip'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'tmp.zip'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'unzip -q tmp.zip -d ../datasets && rm tmp.zip'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/torch/hub.py\u001b[0m in \u001b[0;36mdownload_url_to_file\u001b[0;34m(url, dst, hash_prefix, progress)\u001b[0m\n\u001b[1;32m    450\u001b[0m     \u001b[0mfile_size\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    451\u001b[0m     \u001b[0mreq\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mRequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m\"User-Agent\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"torch.hub\"\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 452\u001b[0;31m     \u001b[0mu\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0murlopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    453\u001b[0m     \u001b[0mmeta\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    454\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmeta\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'getheaders'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/urllib/request.py\u001b[0m in \u001b[0;36murlopen\u001b[0;34m(url, data, timeout, cafile, capath, cadefault, context)\u001b[0m\n\u001b[1;32m    212\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    213\u001b[0m         \u001b[0mopener\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_opener\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 214\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mopener\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    215\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    216\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0minstall_opener\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopener\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/urllib/request.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, fullurl, data, timeout)\u001b[0m\n\u001b[1;32m    515\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    516\u001b[0m         \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maudit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'urllib.Request'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfull_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mheaders\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 517\u001b[0;31m         \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_open\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    518\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    519\u001b[0m         \u001b[0;31m# post-process response\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/urllib/request.py\u001b[0m in \u001b[0;36m_open\u001b[0;34m(self, req, data)\u001b[0m\n\u001b[1;32m    532\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    533\u001b[0m         \u001b[0mprotocol\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mreq\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 534\u001b[0;31m         result = self._call_chain(self.handle_open, protocol, protocol +\n\u001b[0m\u001b[1;32m    535\u001b[0m                                   '_open', req)\n\u001b[1;32m    536\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/urllib/request.py\u001b[0m in \u001b[0;36m_call_chain\u001b[0;34m(self, chain, kind, meth_name, *args)\u001b[0m\n\u001b[1;32m    492\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhandler\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mhandlers\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    493\u001b[0m             \u001b[0mfunc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhandler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmeth_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 494\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    495\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    496\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/urllib/request.py\u001b[0m in \u001b[0;36mhttps_open\u001b[0;34m(self, req)\u001b[0m\n\u001b[1;32m   1387\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1388\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mhttps_open\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1389\u001b[0;31m             return self.do_open(http.client.HTTPSConnection, req,\n\u001b[0m\u001b[1;32m   1390\u001b[0m                 context=self._context, check_hostname=self._check_hostname)\n\u001b[1;32m   1391\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.9/urllib/request.py\u001b[0m in \u001b[0;36mdo_open\u001b[0;34m(self, http_class, req, **http_conn_args)\u001b[0m\n\u001b[1;32m   1347\u001b[0m                           encode_chunked=req.has_header('Transfer-encoding'))\n\u001b[1;32m   1348\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# timeout error\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1349\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mURLError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1350\u001b[0m             \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetresponse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1351\u001b[0m         \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mURLError\u001b[0m: <urlopen error [Errno 110] Connection timed out>"
     ]
    }
   ],
   "source": [
    "# Download COCO val\n",
    "import torch\n",
    "torch.hub.download_url_to_file('https://ultralytics.com/assets/coco2017val.zip', 'tmp.zip')\n",
    "!unzip -q tmp.zip -d ../datasets && rm tmp.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "X58w8JLpMnjH",
    "outputId": "74f1dfa9-6b6d-4b36-f67e-bbae243869f9",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mval: \u001b[0mdata=/home/wxz/codes/yolov5/data/coco.yaml, weights=['weights/yolov5l6.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.65, task=val, device=, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=True, project=runs/val, name=exp, exist_ok=False, half=True, dnn=False\n",
      "YOLOv5 🚀 2021-12-4 torch 1.10.0 CUDA:0 (NVIDIA GeForce RTX 3090, 24260MiB)\n",
      "\n",
      "Fusing layers... \n",
      "Model Summary: 476 layers, 76726332 parameters, 0 gradients\n",
      "\u001b[34m\u001b[1mval: \u001b[0mScanning '../datasets/coco/val2017.cache' images and labels... 4952 found, \u001b[0m\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@\n",
      "                 all       5000      36335       0.71      0.631      0.671      0.482\n",
      "Speed: 0.1ms pre-process, 3.4ms inference, 0.8ms NMS per image at shape (32, 3, 640, 640)\n",
      "\n",
      "Evaluating pycocotools mAP... saving runs/val/exp6/yolov5l6_predictions.json...\n",
      "loading annotations into memory...\n",
      "Done (t=0.20s)\n",
      "creating index...\n",
      "index created!\n",
      "Loading and preparing results...\n",
      "DONE (t=3.28s)\n",
      "creating index...\n",
      "index created!\n",
      "Running per image evaluation...\n",
      "Evaluate annotation type *bbox*\n",
      "DONE (t=48.30s).\n",
      "Accumulating evaluation results...\n",
      "DONE (t=8.51s).\n",
      " Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.494\n",
      " Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.675\n",
      " Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.535\n",
      " Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.291\n",
      " Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.546\n",
      " Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.679\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.376\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.612\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.664\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.468\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.728\n",
      " Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.838\n",
      "Results saved to \u001b[1mruns/val/exp6\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# Run YOLOv5x on COCO val\n",
    "!python val.py --weights weights/yolov5l6.pt --data coco.yaml --img 640 --iou 0.65 --half"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rc_KbFk0juX2"
   },
   "source": [
    "## COCO test\n",
    "Download [COCO test2017](https://github.com/ultralytics/yolov5/blob/74b34872fdf41941cddcf243951cdb090fbac17b/data/coco.yaml#L15) dataset (7GB - 40,000 images), to test model accuracy on test-dev set (**20,000 images, no labels**). Results are saved to a `*.json` file which should be **zipped** and submitted to the evaluation server at https://competitions.codalab.org/competitions/20794."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "V0AJnSeCIHyJ"
   },
   "outputs": [],
   "source": [
    "# Download COCO test-dev2017\n",
    "torch.hub.download_url_to_file('https://ultralytics.com/assets/coco2017labels.zip', 'tmp.zip')\n",
    "!unzip -q tmp.zip -d ../datasets && rm tmp.zip\n",
    "!f=\"test2017.zip\" && curl http://images.cocodataset.org/zips/$f -o $f && unzip -q $f -d ../datasets/coco/images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "29GJXAP_lPrt"
   },
   "outputs": [],
   "source": [
    "# Run YOLOv5x on COCO test\n",
    "!python val.py --weights yolov5l6.pt --data coco.yaml --img 640 --iou 0.65 --half --task test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZY2VXXXu74w5"
   },
   "source": [
    "# 3. Train\n",
    "\n",
    "<p align=\"\"><a href=\"https://roboflow.com/?ref=ultralytics\"><img width=\"1000\" src=\"https://uploads-ssl.webflow.com/5f6bc60e665f54545a1e52a5/615627e5824c9c6195abfda9_computer-vision-cycle.png\"/></a></p>\n",
    "Close the active learning loop by sampling images from your inference conditions with the `roboflow` pip package\n",
    "<br><br>\n",
    "\n",
    "Train a YOLOv5s model on the [COCO128](https://www.kaggle.com/ultralytics/coco128) dataset with `--data coco128.yaml`, starting from pretrained `--weights yolov5s.pt`, or from randomly initialized `--weights '' --cfg yolov5s.yaml`.\n",
    "\n",
    "- **Pretrained [Models](https://github.com/ultralytics/yolov5/tree/master/models)** are downloaded\n",
    "automatically from the [latest YOLOv5 release](https://github.com/ultralytics/yolov5/releases)\n",
    "- **[Datasets](https://github.com/ultralytics/yolov5/tree/master/data)** available for autodownload include: [COCO](https://github.com/ultralytics/yolov5/blob/master/data/coco.yaml), [COCO128](https://github.com/ultralytics/yolov5/blob/master/data/coco128.yaml), [VOC](https://github.com/ultralytics/yolov5/blob/master/data/VOC.yaml), [Argoverse](https://github.com/ultralytics/yolov5/blob/master/data/Argoverse.yaml), [VisDrone](https://github.com/ultralytics/yolov5/blob/master/data/VisDrone.yaml), [GlobalWheat](https://github.com/ultralytics/yolov5/blob/master/data/GlobalWheat2020.yaml), [xView](https://github.com/ultralytics/yolov5/blob/master/data/xView.yaml), [Objects365](https://github.com/ultralytics/yolov5/blob/master/data/Objects365.yaml), [SKU-110K](https://github.com/ultralytics/yolov5/blob/master/data/SKU-110K.yaml).\n",
    "- **Training Results** are saved to `runs/train/` with incrementing run directories, i.e. `runs/train/exp2`, `runs/train/exp3` etc.\n",
    "<br><br>\n",
    "\n",
    "## Train on Custom Data with Roboflow 🌟 NEW\n",
    "\n",
    "[Roboflow](https://roboflow.com/?ref=ultralytics) enables you to easily **organize, label, and prepare** a high quality dataset with your own custom data. Roboflow also makes it easy to establish an active learning pipeline, collaborate with your team on dataset improvement, and integrate directly into your model building workflow with the `roboflow` pip package.\n",
    "\n",
    "- Custom Training Example: [https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset/](https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset/?ref=ultralytics)\n",
    "- Custom Training Notebook: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/yolov5-custom-training-tutorial/blob/main/yolov5-custom-training.ipynb)\n",
    "<br>\n",
    "\n",
    "<p align=\"\"><a href=\"https://roboflow.com/?ref=ultralytics\"><img width=\"480\" src=\"https://uploads-ssl.webflow.com/5f6bc60e665f54545a1e52a5/6152a275ad4b4ac20cd2e21a_roboflow-annotate.gif\"/></a></p>Label images lightning fast (including with model-assisted labeling)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "bOy5KI2ncnWd"
   },
   "outputs": [],
   "source": [
    "# Tensorboard  (optional)\n",
    "%load_ext tensorboard\n",
    "%tensorboard --logdir runs/train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "2fLAV42oNb7M"
   },
   "outputs": [],
   "source": [
    "# Weights & Biases  (optional)\n",
    "%pip install -q wandb\n",
    "import wandb\n",
    "wandb.login()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "1NcFxRcFdJ_O",
    "outputId": "8724d13d-6711-4a12-d96a-1c655e5c3549"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5s.pt, cfg=, data=coco128.yaml, hyp=data/hyps/hyp.scratch.yaml, epochs=3, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, evolve=None, bucket=, cache=ram, image_weights=False, device=, multi_scale=False, single_cls=False, adam=False, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, patience=100, freeze=0, save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest\n",
      "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n",
      "YOLOv5 🚀 v6.0-48-g84a8099 torch 1.10.0+cu102 CUDA:0 (Tesla V100-SXM2-16GB, 16160MiB)\n",
      "\n",
      "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n",
      "\u001b[34m\u001b[1mWeights & Biases: \u001b[0mrun 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)\n",
      "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
      "\n",
      "                 from  n    params  module                                  arguments                     \n",
      "  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              \n",
      "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
      "  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n",
      "  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
      "  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 \n",
      "  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n",
      "  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n",
      "  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              \n",
      "  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 \n",
      "  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 \n",
      " 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
      " 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
      " 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n",
      " 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n",
      " 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
      " 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
      " 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n",
      " 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n",
      " 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
      " 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n",
      " 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n",
      " 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
      " 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n",
      " 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n",
      " 24      [17, 20, 23]  1    229245  models.yolo.Detect                      [80, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
      "Model Summary: 270 layers, 7235389 parameters, 7235389 gradients, 16.5 GFLOPs\n",
      "\n",
      "Transferred 349/349 items from yolov5s.pt\n",
      "Scaled weight_decay = 0.0005\n",
      "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD with parameter groups 57 weight, 60 weight (no decay), 60 bias\n",
      "\u001b[34m\u001b[1malbumentations: \u001b[0mversion 1.0.3 required by YOLOv5, but version 0.1.12 is currently installed\n",
      "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '../datasets/coco128/labels/train2017.cache' images and labels... 128 found, 0 missing, 2 empty, 0 corrupted: 100% 128/128 [00:00<?, ?it/s]\n",
      "\u001b[34m\u001b[1mtrain: \u001b[0mCaching images (0.1GB ram): 100% 128/128 [00:00<00:00, 296.04it/s]\n",
      "\u001b[34m\u001b[1mval: \u001b[0mScanning '../datasets/coco128/labels/train2017.cache' images and labels... 128 found, 0 missing, 2 empty, 0 corrupted: 100% 128/128 [00:00<?, ?it/s]\n",
      "\u001b[34m\u001b[1mval: \u001b[0mCaching images (0.1GB ram): 100% 128/128 [00:01<00:00, 121.58it/s]\n",
      "Plotting labels... \n",
      "\n",
      "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 4.27, Best Possible Recall (BPR) = 0.9935\n",
      "Image sizes 640 train, 640 val\n",
      "Using 2 dataloader workers\n",
      "Logging results to \u001b[1mruns/train/exp\u001b[0m\n",
      "Starting training for 3 epochs...\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "       0/2     3.62G   0.04621    0.0711   0.02112       203       640: 100% 8/8 [00:04<00:00,  1.99it/s]\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 4/4 [00:00<00:00,  4.37it/s]\n",
      "                 all        128        929      0.655      0.547      0.622       0.41\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "       1/2     5.31G   0.04564   0.06898   0.02116       143       640: 100% 8/8 [00:01<00:00,  4.77it/s]\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 4/4 [00:00<00:00,  4.27it/s]\n",
      "                 all        128        929       0.68      0.554      0.632      0.419\n",
      "\n",
      "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
      "       2/2     5.31G   0.04487   0.06883   0.01998       253       640: 100% 8/8 [00:01<00:00,  4.91it/s]\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 4/4 [00:00<00:00,  4.30it/s]\n",
      "                 all        128        929       0.71      0.544      0.629      0.423\n",
      "\n",
      "3 epochs completed in 0.003 hours.\n",
      "Optimizer stripped from runs/train/exp/weights/last.pt, 14.9MB\n",
      "Optimizer stripped from runs/train/exp/weights/best.pt, 14.9MB\n",
      "\n",
      "Validating runs/train/exp/weights/best.pt...\n",
      "Fusing layers... \n",
      "Model Summary: 213 layers, 7225885 parameters, 0 gradients, 16.5 GFLOPs\n",
      "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 4/4 [00:03<00:00,  1.04it/s]\n",
      "                 all        128        929       0.71      0.544       0.63      0.423\n",
      "              person        128        254      0.816      0.669      0.774      0.507\n",
      "             bicycle        128          6      0.799      0.667      0.614      0.371\n",
      "                 car        128         46      0.803      0.355      0.486      0.209\n",
      "          motorcycle        128          5      0.704        0.6      0.791      0.583\n",
      "            airplane        128          6          1      0.795      0.995      0.717\n",
      "                 bus        128          7      0.656      0.714       0.72      0.606\n",
      "               train        128          3      0.852          1      0.995      0.682\n",
      "               truck        128         12      0.521       0.25      0.395      0.215\n",
      "                boat        128          6      0.795      0.333      0.445      0.137\n",
      "       traffic light        128         14      0.576      0.143       0.24      0.161\n",
      "           stop sign        128          2      0.636        0.5      0.828      0.713\n",
      "               bench        128          9      0.972      0.444      0.575       0.25\n",
      "                bird        128         16      0.939      0.968      0.988      0.645\n",
      "                 cat        128          4      0.984       0.75      0.822      0.694\n",
      "                 dog        128          9      0.888      0.667      0.903       0.54\n",
      "               horse        128          2      0.689          1      0.995      0.697\n",
      "            elephant        128         17       0.96      0.882      0.943      0.681\n",
      "                bear        128          1      0.549          1      0.995      0.995\n",
      "               zebra        128          4       0.86          1      0.995      0.952\n",
      "             giraffe        128          9      0.822      0.778      0.905       0.57\n",
      "            backpack        128          6          1      0.309      0.457      0.195\n",
      "            umbrella        128         18      0.775      0.576       0.74      0.418\n",
      "             handbag        128         19      0.628      0.105      0.167      0.111\n",
      "                 tie        128          7       0.96      0.571      0.701      0.441\n",
      "            suitcase        128          4          1      0.895      0.995      0.621\n",
      "             frisbee        128          5      0.641        0.8      0.798      0.664\n",
      "                skis        128          1      0.627          1      0.995      0.497\n",
      "           snowboard        128          7      0.988      0.714      0.768      0.556\n",
      "         sports ball        128          6      0.671        0.5      0.579      0.339\n",
      "                kite        128         10      0.631      0.515      0.598      0.221\n",
      "        baseball bat        128          4       0.47      0.456      0.277      0.137\n",
      "      baseball glove        128          7      0.459      0.429      0.334      0.182\n",
      "          skateboard        128          5        0.7       0.48      0.736      0.548\n",
      "       tennis racket        128          7      0.559      0.571      0.538      0.315\n",
      "              bottle        128         18      0.607      0.389      0.484      0.282\n",
      "          wine glass        128         16      0.722      0.812       0.82      0.385\n",
      "                 cup        128         36      0.881      0.361      0.532      0.312\n",
      "                fork        128          6      0.384      0.167      0.239      0.191\n",
      "               knife        128         16      0.908      0.616      0.681      0.443\n",
      "               spoon        128         22      0.836      0.364      0.536      0.264\n",
      "                bowl        128         28      0.793      0.536      0.633      0.471\n",
      "              banana        128          1          0          0      0.142     0.0995\n",
      "            sandwich        128          2          0          0     0.0951     0.0717\n",
      "              orange        128          4          1          0       0.67      0.317\n",
      "            broccoli        128         11      0.345      0.182      0.283      0.243\n",
      "              carrot        128         24      0.688      0.459      0.612      0.402\n",
      "             hot dog        128          2      0.424      0.771      0.497      0.473\n",
      "               pizza        128          5      0.622          1      0.824      0.551\n",
      "               donut        128         14      0.703          1      0.952      0.853\n",
      "                cake        128          4      0.733          1      0.945      0.777\n",
      "               chair        128         35      0.512      0.486      0.488      0.222\n",
      "               couch        128          6       0.68       0.36      0.746      0.406\n",
      "        potted plant        128         14      0.797      0.714      0.808      0.482\n",
      "                 bed        128          3          1          0      0.474      0.318\n",
      "        dining table        128         13      0.852      0.445      0.478      0.315\n",
      "              toilet        128          2      0.512        0.5      0.554      0.487\n",
      "                  tv        128          2      0.754          1      0.995      0.895\n",
      "              laptop        128          3          1          0       0.39      0.147\n",
      "               mouse        128          2          1          0     0.0283     0.0226\n",
      "              remote        128          8      0.747      0.625      0.636      0.488\n",
      "          cell phone        128          8      0.555      0.166      0.417      0.222\n",
      "           microwave        128          3      0.417          1      0.995      0.732\n",
      "                oven        128          5       0.37        0.4      0.432      0.249\n",
      "                sink        128          6      0.356      0.167      0.269      0.149\n",
      "        refrigerator        128          5      0.705        0.8      0.814       0.45\n",
      "                book        128         29      0.628      0.138      0.298      0.136\n",
      "               clock        128          9      0.857      0.778      0.893      0.574\n",
      "                vase        128          2      0.242          1      0.663      0.622\n",
      "            scissors        128          1          1          0     0.0207    0.00207\n",
      "          teddy bear        128         21      0.847      0.381      0.622      0.345\n",
      "          toothbrush        128          5       0.99        0.6      0.662       0.45\n",
      "Results saved to \u001b[1mruns/train/exp\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# Train YOLOv5s on COCO128 for 3 epochs\n",
    "!python train.py --img 640 --batch 16 --epochs 3 --data coco128.yaml --weights yolov5s.pt --cache"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "15glLzbQx5u0"
   },
   "source": [
    "# 4. Visualize"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DLI1JmHU7B0l"
   },
   "source": [
    "## Weights & Biases Logging 🌟 NEW\n",
    "\n",
    "[Weights & Biases](https://wandb.ai/site?utm_campaign=repo_yolo_notebook) (W&B) is now integrated with YOLOv5 for real-time visualization and cloud logging of training runs. This allows for better run comparison and introspection, as well improved visibility and collaboration for teams. To enable W&B `pip install wandb`, and then train normally (you will be guided through setup on first use). \n",
    "\n",
    "During training you will see live updates at [https://wandb.ai/home](https://wandb.ai/home?utm_campaign=repo_yolo_notebook), and you can create and share detailed [Reports](https://wandb.ai/glenn-jocher/yolov5_tutorial/reports/YOLOv5-COCO128-Tutorial-Results--VmlldzozMDI5OTY) of your results. For more information see the [YOLOv5 Weights & Biases Tutorial](https://github.com/ultralytics/yolov5/issues/1289). \n",
    "\n",
    "<p align=\"left\"><img width=\"900\" alt=\"Weights & Biases dashboard\" src=\"https://user-images.githubusercontent.com/26833433/135390767-c28b050f-8455-4004-adb0-3b730386e2b2.png\"></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-WPvRbS5Swl6"
   },
   "source": [
    "## Local Logging\n",
    "\n",
    "All results are logged by default to `runs/train`, with a new experiment directory created for each new training as `runs/train/exp2`, `runs/train/exp3`, etc. View train and val jpgs to see mosaics, labels, predictions and augmentation effects. Note an Ultralytics **Mosaic Dataloader** is used for training (shown below), which combines 4 images into 1 mosaic during training.\n",
    "\n",
    "> <img src=\"https://user-images.githubusercontent.com/26833433/131255960-b536647f-7c61-4f60-bbc5-cb2544d71b2a.jpg\" width=\"700\">  \n",
    "`train_batch0.jpg` shows train batch 0 mosaics and labels\n",
    "\n",
    "> <img src=\"https://user-images.githubusercontent.com/26833433/131256748-603cafc7-55d1-4e58-ab26-83657761aed9.jpg\" width=\"700\">  \n",
    "`test_batch0_labels.jpg` shows val batch 0 labels\n",
    "\n",
    "> <img src=\"https://user-images.githubusercontent.com/26833433/131256752-3f25d7a5-7b0f-4bb3-ab78-46343c3800fe.jpg\" width=\"700\">  \n",
    "`test_batch0_pred.jpg` shows val batch 0 _predictions_\n",
    "\n",
    "Training results are automatically logged to [Tensorboard](https://www.tensorflow.org/tensorboard) and [CSV](https://github.com/ultralytics/yolov5/pull/4148) as `results.csv`, which is plotted as `results.png` (below) after training completes. You can also plot any `results.csv` file manually:\n",
    "\n",
    "```python\n",
    "from utils.plots import plot_results \n",
    "plot_results('path/to/results.csv')  # plot 'results.csv' as 'results.png'\n",
    "```\n",
    "\n",
    "<img align=\"left\" width=\"800\" alt=\"COCO128 Training Results\" src=\"https://user-images.githubusercontent.com/26833433/126906780-8c5e2990-6116-4de6-b78a-367244a33ccf.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Zelyeqbyt3GD"
   },
   "source": [
    "# Environments\n",
    "\n",
    "YOLOv5 may be run in any of the following up-to-date verified environments (with all dependencies including [CUDA](https://developer.nvidia.com/cuda)/[CUDNN](https://developer.nvidia.com/cudnn), [Python](https://www.python.org/) and [PyTorch](https://pytorch.org/) preinstalled):\n",
    "\n",
    "- **Google Colab and Kaggle** notebooks with free GPU: <a href=\"https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"></a> <a href=\"https://www.kaggle.com/ultralytics/yolov5\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open In Kaggle\"></a>\n",
    "- **Google Cloud** Deep Learning VM. See [GCP Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/GCP-Quickstart)\n",
    "- **Amazon** Deep Learning AMI. See [AWS Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/AWS-Quickstart)\n",
    "- **Docker Image**. See [Docker Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/Docker-Quickstart) <a href=\"https://hub.docker.com/r/ultralytics/yolov5\"><img src=\"https://img.shields.io/docker/pulls/ultralytics/yolov5?logo=docker\" alt=\"Docker Pulls\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6Qu7Iesl0p54"
   },
   "source": [
    "# Status\n",
    "\n",
    "![CI CPU testing](https://github.com/ultralytics/yolov5/workflows/CI%20CPU%20testing/badge.svg)\n",
    "\n",
    "If this badge is green, all [YOLOv5 GitHub Actions](https://github.com/ultralytics/yolov5/actions) Continuous Integration (CI) tests are currently passing. CI tests verify correct operation of YOLOv5 training ([train.py](https://github.com/ultralytics/yolov5/blob/master/train.py)), testing ([val.py](https://github.com/ultralytics/yolov5/blob/master/val.py)), inference ([detect.py](https://github.com/ultralytics/yolov5/blob/master/detect.py)) and export ([export.py](https://github.com/ultralytics/yolov5/blob/master/export.py)) on MacOS, Windows, and Ubuntu every 24 hours and on every commit.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IEijrePND_2I"
   },
   "source": [
    "# Appendix\n",
    "\n",
    "Optional extras below. Unit tests validate repo functionality and should be run on any PRs submitted.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "mcKoSIK2WSzj"
   },
   "outputs": [],
   "source": [
    "# Reproduce\n",
    "for x in 'yolov5s', 'yolov5m', 'yolov5l', 'yolov5x':\n",
    "  !python val.py --weights {x}.pt --data coco.yaml --img 640 --conf 0.25 --iou 0.45  # speed\n",
    "  !python val.py --weights {x}.pt --data coco.yaml --img 640 --conf 0.001 --iou 0.65  # mAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "GMusP4OAxFu6"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://github.com/ultralytics/yolov5/archive/master.zip\" to /home/wxz/.cache/torch/hub/master.zip\n",
      "YOLOv5 🚀 2021-12-4 torch 1.10.0 CUDA:0 (NVIDIA GeForce RTX 3090, 24260MiB)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading https://github.com/ultralytics/yolov5/releases/download/v6.0/yolov5s.pt to yolov5s.pt...\n",
      "ERROR: <urlopen error [Errno 110] Connection timed out>\n",
      "Re-attempting https://github.com/ultralytics/yolov5/releases/download/v6.0/yolov5s.pt to yolov5s.pt...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100   649  100   649    0     0      9      0  0:01:12  0:01:06  0:00:06   164\n",
      "100 14.0M  100 14.0M    0     0   202k      0  0:01:10  0:01:10 --:--:-- 3700k\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Fusing layers... \n",
      "Model Summary: 213 layers, 7225885 parameters, 0 gradients\n",
      "Adding AutoShape... \n",
      "image 1/2: 720x1280 2 persons, 1 tie\n",
      "image 2/2: 1080x810 4 persons, 1 bus\n",
      "Speed: 151177.8ms pre-process, 8.6ms inference, 0.9ms NMS per image at shape (2, 3, 640, 640)\n"
     ]
    }
   ],
   "source": [
    "# PyTorch Hub\n",
    "import torch\n",
    "\n",
    "# Model\n",
    "model = torch.hub.load('ultralytics/yolov5', 'yolov5s')\n",
    "\n",
    "# Images\n",
    "dir = 'https://ultralytics.com/images/'\n",
    "imgs = [dir + f for f in ('zidane.jpg', 'bus.jpg')]  # batch of images\n",
    "\n",
    "# Inference\n",
    "results = model(imgs)\n",
    "results.print()  # or .show(), .save()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "FGH0ZjkGjejy"
   },
   "outputs": [],
   "source": [
    "# CI Checks\n",
    "%%shell\n",
    "export PYTHONPATH=\"$PWD\"  # to run *.py. files in subdirectories\n",
    "rm -rf runs  # remove runs/\n",
    "for m in yolov5n; do  # models\n",
    "  python train.py --img 64 --batch 32 --weights $m.pt --epochs 1 --device 0  # train pretrained\n",
    "  python train.py --img 64 --batch 32 --weights '' --cfg $m.yaml --epochs 1 --device 0  # train scratch\n",
    "  for d in 0 cpu; do  # devices\n",
    "    python val.py --weights $m.pt --device $d # val official\n",
    "    python val.py --weights runs/train/exp/weights/best.pt --device $d # val custom\n",
    "    python detect.py --weights $m.pt --device $d  # detect official\n",
    "    python detect.py --weights runs/train/exp/weights/best.pt --device $d  # detect custom\n",
    "  done\n",
    "  python hubconf.py  # hub\n",
    "  python models/yolo.py --cfg $m.yaml  # build PyTorch model\n",
    "  python models/tf.py --weights $m.pt  # build TensorFlow model\n",
    "  python export.py --img 64 --batch 1 --weights $m.pt --include torchscript onnx  # export\n",
    "done"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "gogI-kwi3Tye"
   },
   "outputs": [],
   "source": [
    "# Profile\n",
    "from utils.torch_utils import profile\n",
    "\n",
    "m1 = lambda x: x * torch.sigmoid(x)\n",
    "m2 = torch.nn.SiLU()\n",
    "results = profile(input=torch.randn(16, 3, 640, 640), ops=[m1, m2], n=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "RVRSOhEvUdb5"
   },
   "outputs": [],
   "source": [
    "# Evolve\n",
    "!python train.py --img 640 --batch 64 --epochs 100 --data coco128.yaml --weights yolov5s.pt --cache --noautoanchor --evolve\n",
    "!d=runs/train/evolve && cp evolve.* $d && zip -r evolve.zip $d && gsutil mv evolve.zip gs://bucket  # upload results (optional)"
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "# VOC\n",
    "for b, m in zip([64, 48, 32, 16], ['yolov5s', 'yolov5m', 'yolov5l', 'yolov5x']):  # zip(batch_size, model)\n",
    "  !python train.py --batch {b} --weights {m}.pt --data VOC.yaml --epochs 50 --cache --img 512 --nosave --hyp hyp.finetune.yaml --project VOC --name {m}"
   ]
  },
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   "source": [
    "# TensorRT \n",
    "# https://developer.nvidia.com/nvidia-tensorrt-download\n",
    "!lsb_release -a  # check system\n",
    "%ls /usr/local | grep cuda  # check CUDA\n",
    "!wget https://ultralytics.com/assets/TensorRT-8.2.0.6.Linux.x86_64-gnu.cuda-11.4.cudnn8.2.tar.gz  # download\n",
    "![ -d /content/TensorRT-8.2.0.6/ ] || tar -C /content/ -zxf ./TensorRT-8.2.0.6.Linux.x86_64-gnu.cuda-11.4.cudnn8.2.tar.gz  # unzip\n",
    "%pip list | grep tensorrt || pip install /content/TensorRT-8.2.0.6/python/tensorrt-8.2.0.6-cp37-none-linux_x86_64.whl  # install\n",
    "%env LD_LIBRARY_PATH=/usr/local/cuda-11.1/lib64:/content/cuda-11.1/lib64:/content/TensorRT-8.2.0.6/lib:/usr/local/nvidia/lib:/usr/local/nvidia/lib64  # add to path\n",
    "\n",
    "!python export.py --weights yolov5s.pt --include engine --imgsz 640 640 --device 0\n",
    "!python detect.py --weights yolov5s.engine --imgsz 640 640 --device 0"
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